{"id":"W2958036829","doi":"10.1016/j.drugalcdep.2019.04.031","title":"Auditing the AUDIT: A systematic review of cut-off scores for the Alcohol Use Disorders Identification Test (AUDIT) in low- and middle-income countries","year":2019,"lang":"en","type":"review","venue":"Drug and Alcohol Dependence","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":91,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Grand Challenges Canada","keywords":"Alcohol Use Disorders Identification Test; Audit; Test (biology); Medicine; Environmental health; Accounting; Business; Poison control; Injury prevention","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001489804,0.0004926234,0.002308171,0.0001548865,0.0002028677,0.0001130154,0.00035208,0.0001320057,0.00001005118],"category_scores_gemma":[0.002072452,0.0002424277,0.0003733852,0.0003744931,0.0002241506,0.0002642476,0.00008445089,0.0003005682,0.00002163236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009034065,"about_ca_system_score_gemma":0.0002094526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003824117,"about_ca_topic_score_gemma":0.0003391208,"domain_scores_codex":[0.9971609,0.0001941603,0.001301795,0.0005347626,0.00047688,0.0003315435],"domain_scores_gemma":[0.9903109,0.007357377,0.001266175,0.0008534567,0.0001489947,0.00006308467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001370758,0.00004035369,0.006167307,0.9869057,0.0003272531,0.000008729752,0.0004175606,3.305393e-7,3.038849e-7,0.0001821976,0.00008409361,0.005852491],"study_design_scores_gemma":[0.000865309,0.00003448871,0.001762993,0.9857014,0.006554279,0.00008352145,0.000398198,0.00006839278,0.000004496583,0.0000384442,0.00418757,0.0003009225],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001047385,0.9900768,0.00001090844,0.0004412431,0.0002119702,0.008087842,0.00007585454,0.00002708576,0.00002086101],"genre_scores_gemma":[0.01815774,0.9792449,0.00002253015,0.0001987222,0.00006790239,0.001182458,0.00006811412,0.00004845907,0.0010092],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01711036,"threshold_uncertainty_score":0.9885915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05492736345520091,"score_gpt":0.3348815421217687,"score_spread":0.2799541786665678,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}